prepare files

Zu Analyse der Übereinstimmung von Video und Blickbewegungen müssen die Daten aus den jeweiligen Dateien extrahiert werden.

Im ersten Schritt sollen dfs pro Video erstellt werden ausgehend von Tims Daten

Lade Bibliotheken

library(readxl)
library(dplyr)
library(readr)

Lade Datei mit Übersicht über Videos und die gewünschten Frames + Positiondateien Videos

df_vs <- read_excel("data/selectedVideos_181219.xlsx")
df_vs$Name_f <- as.factor(df_vs$Name)
df_01_15 <- read.csv("data/daten_01_TOL4_15.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_04_4 <- read.csv("data/daten_04_tol2_4.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_06_4 <- read.csv("data/daten_06_tol1_4.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_06_11 <- read.csv("data/daten_06_tol1_11.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_07_7 <- read.csv("data/daten_07_tol3_7.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_07_8 <- read.csv("data/daten_07_tol3_8.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_07_15 <- read.csv("data/daten_07_tol3_15.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_09_3 <- read.csv("data/daten_09_tol2_3.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_12_2 <- read.csv("data/daten_12_tol1_2.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_12_5 <- read.csv("data/daten_12_tol1_5.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_13_1 <- read.csv("data/daten_07_tol3_15.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_14_6 <- read.csv("data/daten_14_tol2_6.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_15_11 <- read.csv("data/daten_15_tol3_11.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_16_13 <- read.csv("data/daten_16_tol2_13.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_16_14 <- read.csv("data/daten_16_tol2_14.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_17_7 <- read.csv("data/daten_17_tol1_7.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_18_2 <- read.csv("data/daten_18_tol1_2.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_19_2 <- read.csv("data/daten_19_tol3_2.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_19_5 <- read.csv("data/daten_19_tol3_5.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_20_8 <- read.csv("data/daten_20_tol2_8.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_21_11 <- read.csv("data/daten_21_tol3_11.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_21_12 <- read.csv("data/daten_21_tol3_12.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_22_8 <- read.csv("data/daten_22_tol2_8.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_23_10 <- read.csv("data/daten_23_tol1_10.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_26_7 <- read.csv("data/daten_26_tol2_7.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_26_8 <- read.csv("data/daten_26_tol2_8.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_26_12 <- read.csv("data/daten_26_tol2_12.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_27_9 <- read.csv("data/daten_27_tol2_9.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_27_15 <- read.csv("data/daten_27_tol2_15.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_28_6 <- read.csv("data/daten_28_tol3_6.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_29_6 <- read.csv("data/daten_29_tol1_6.txt", header = FALSE, col.names = c("x_coord","y_coord"))
df_31_7 <- read.csv("data/daten_31_tol3_7.txt", header = FALSE, col.names = c("x_coord","y_coord"))

Füge Nummerierung der Zeilen hinzu

f_num <- function(df) {
  df$frames <- c(1:length(df$x_coord))
  return(df)
}
Spot1 <- f_num(df_20_8)
Spot2 <- f_num(df_19_5)
Spot3 <- f_num(df_28_6)
Spot4 <- f_num(df_27_15)
Spot5 <- f_num(df_27_9)
Spot6 <- f_num(df_29_6)
Spot7 <- f_num(df_26_12)
Spot8 <- f_num(df_14_6)
GL1 <- f_num(df_31_7)
GL2 <- f_num(df_22_8)
GL3 <- f_num(df_17_7)
GL4 <- f_num(df_19_2)
GL5 <- f_num(df_26_7)
GL6 <- f_num(df_06_11)
GL7 <- f_num(df_06_4)
GL8 <- f_num(df_26_8)
BGL1 <- f_num(df_07_8)
BGL2 <- f_num(df_15_11)
BGL3 <- f_num(df_07_15)
BGL4 <- f_num(df_09_3)
BGL5 <- f_num(df_16_13)
BGL6 <- f_num(df_16_14)
BGL7 <- f_num(df_04_4)
BGL8 <- f_num(df_18_2)
Control1 <- f_num(df_21_12)
Control2 <- f_num(df_21_11)
Control3 <- f_num(df_07_7)
Control4 <- f_num(df_01_15)
Control5 <- f_num(df_13_1)
Control6 <- f_num(df_12_5)
Control7 <- f_num(df_12_2)
Control8 <- f_num(df_23_10)

Positionsdaten aus der Gesamtdatei schneiden

• richtige Zeile aus df_vs auswählen

f_cut <- function(x,y){
  sub = df_vs[df_vs$Name == y, ]
  first = sub$first
  last = sub$last
  df = subset(x, frames >= first & frames <= last)
}
Spot1 <- f_cut(Spot1, "Spot1")
Spot2 <- f_cut(Spot2, "Spot2")
Spot3 <- f_cut(Spot3, "Spot3")
Spot4 <- f_cut(Spot4, "Spot4")
Spot5 <- f_cut(Spot5, "Spot5")
Spot6 <- f_cut(Spot6, "Spot6")
Spot7 <- f_cut(Spot7, "Spot7")
Spot8 <- f_cut(Spot8, "Spot8")
GL1 <- f_cut(GL1, "GL1")
GL2 <- f_cut(GL2, "GL2")
GL3 <- f_cut(GL3, "GL3")
GL4 <- f_cut(GL4, "GL4")
GL5 <- f_cut(GL5, "GL5")
GL6 <- f_cut(GL6, "GL6")
GL7 <- f_cut(GL7, "GL7")
GL8 <- f_cut(GL8, "GL8")
BGL1 <- f_cut(BGL1, "BGL1")
BGL2 <- f_cut(BGL2, "BGL2")
BGL3 <- f_cut(BGL3, "BGL3")
BGL4 <- f_cut(BGL4, "BGL4")
BGL5 <- f_cut(BGL5, "BGL5")
BGL6 <- f_cut(BGL6, "BGL6")
BGL7 <- f_cut(BGL7, "BGL7")
BGL8 <- f_cut(BGL8, "BGL8")
Control1 <- f_cut(Control1, "Control1")
Control2 <- f_cut(Control2, "Control2")
Control3 <- f_cut(Control3, "Control3")
Control4 <- f_cut(Control4, "Control4")
Control5 <- f_cut(Control5, "Control5")
Control6 <- f_cut(Control6, "Control6")
Control7 <- f_cut(Control7, "Control7")
Control8 <- f_cut(Control8, "Control8")

Sample report laden

Sample Report wurde auf 500 Hz heruntergebrochen um künstliche Genauigkeit zu verringern (Videos sind nur mit 15 Hz aufgenommen)

df_pb1 <- read_delim("data/sr_1.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

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|===========================================================================|  99%  129 MB
|============================================================================| 100%  129 MB

df_pb2 <- read_delim("data/sr_2.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

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df_pb3 <- read_delim("data/sr_3.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

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df_pb4 <- read_delim("data/sr_4.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

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df_pb5 <- read_delim("data/sr_5.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

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'''
# df_pb6 <- read_delim("data/sr_6.xls")
df_pb7 <- read_delim("data/sr_7.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Error: unexpected string constant in:
"# df_pb6 <- read_delim("data/sr_6.xls")
df_pb7 <- read_delim("data/sr_7.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"

zwei Probleme sind zu lösen: 1. Wie binde ich die richtigen x und y Positionen an die sample Datei in den richtigen Abständen? 2. Wie identifiziere ich die richtigen Videos?

zu 1.: Match könnte funktieren über die Framenummer - beide Dateien jeweils von 1 an durchnummerieren pro Trial (und Interest Period), wobei Zeilen für die Dateien der Videos dupliziert werden müssen, weil Ursprungsvideos von 15Hz auf 30Hz skaliert wurden (jeder frame wird 2x gezeigt)

f_num_2 <- function(df, video) {
  df <- df[rep(1:nrow(df),each=2),] 
  df$frames2 <- c(1:length(df$x_coord))
  df$video <- video
  return(df)
}
Spot1 <- f_num_2(Spot1, "Spot1")
Spot2 <- f_num_2(Spot2, "Spot2")
Spot3 <- f_num_2(Spot3, "Spot3")
Spot4 <- f_num_2(Spot4, "Spot4")
Spot5 <- f_num_2(Spot5, "Spot5")
Spot6 <- f_num_2(Spot6, "Spot6")
Spot7 <- f_num_2(Spot7, "Spot7")
Spot8 <- f_num_2(Spot8, "Spot8")
GL1 <- f_num_2(GL1, "GL1")
GL2 <- f_num_2(GL2, "GL2")
GL3 <- f_num_2(GL3, "GL3")
GL4 <- f_num_2(GL4, "GL4")
GL5 <- f_num_2(GL5, "GL5")
GL6 <- f_num_2(GL6, "GL6")
GL7 <- f_num_2(GL7, "GL7")
GL8 <- f_num_2(GL8, "GL8")
BGL1 <- f_num_2(BGL1, "BGL1")
BGL2 <- f_num_2(BGL2, "BGL2")
BGL3 <- f_num_2(BGL3, "BGL3")
BGL4 <- f_num_2(BGL4, "BGL4")
BGL5 <- f_num_2(BGL5, "BGL5")
BGL6 <- f_num_2(BGL6, "BGL6")
BGL7 <- f_num_2(BGL7, "BGL7")
BGL8 <- f_num_2(BGL8, "BGL8")
Control1 <- f_num_2(Control1, "Control1")
Control2 <- f_num_2(Control2, "Control2")
Control3 <- f_num_2(Control3, "Control3")
Control4 <- f_num_2(Control4, "Control4")
Control5 <- f_num_2(Control5, "Control5")
Control6 <- f_num_2(Control6, "Control6")
Control7 <- f_num_2(Control7, "Control7")
Control8 <- f_num_2(Control8, "Control8")
df_vidco <- rbind(Spot1, Spot2, Spot3, Spot4, Spot5, Spot6, Spot7, Spot8, GL1, GL2, GL3, GL4, GL5, GL6, GL7, GL8, BGL1, BGL2, BGL3, BGL4, BGL5, BGL6, BGL7, BGL8,  Control1, Control2, Control3, Control4, Control5, Control6, Control7, Control8)

Die Nummer des gezeigten Frames wird aus den SAMPLE_MESSAGE Strings extrahiert, wenn keine Message vorhanden ist, wird Zelle auf NA gesetzt Pro Trial und pro Interest Period (war es das erste oder das zweite Video), wird von vorne begonnen zu zählen Framenummer wird jeweils für alle Zeilen fortgeschrieben, bis eine neue Sample Message auftaucht Für die Trials in der langsamen Gruppe wurde das Video nur einmal gezeigt, weshalb Interest Period Abgleich wegfallen kann

f_frame <- function(df){
  df$SAMPLE_MESSAGE[df$SAMPLE_MESSAGE == "."] <- NA
  FNO <- 0
  for (t in 1:32) {
    sub_data <- subset(df, TRIAL_INDEX == t)
    
    for (ip in 1:2) {
      sub2_data <- subset(sub_data, IP_INDEX == ip)
      x <- 0
      condition <- !is.na(sub2_data$SAMPLE_MESSAGE)
      frameNo <- character(nrow(sub2_data))
      for (i in 1:nrow(sub2_data)[condition]) {
        if (condition[i]) {
          frameNo[i] <- x+1
          x <- x+1
          } 
        else {
          frameNo[i] <- x
          }      
      }
      FNO <- append(FNO, frameNo)
    }
  } 
    df$frame <- FNO[2:length(FNO)]
  return(df)
  }
f_frame_slow <- function(df){
  df$SAMPLE_MESSAGE[df$SAMPLE_MESSAGE == "."] <- NA
  FNO <- 0
  for (t in 1:32) {
    sub_data <- subset(df, TRIAL_INDEX == t)
      x <- 0
      condition <- !is.na(sub_data$SAMPLE_MESSAGE)
      frameNo <- character(nrow(sub_data))
      for (i in 1:nrow(sub_data)[condition]) {
        if (condition[i]) {
          frameNo[i] <- x+1
          x <- x+1
          } 
        else {
          frameNo[i] <- x
        } 
        }     
      FNO <- append(FNO, frameNo)
    } 
  df$frame <- FNO[2:length(FNO)]
  return(df)
  }
# Zum Testen der Schleife
# df_pb2$SAMPLE_MESSAGE[df_pb2$SAMPLE_MESSAGE == "."] <- NA
#   FNO <- 0
# 
#   for (t in 1:32) {
#     sub_data <- subset(df_pb2, TRIAL_INDEX == 1)
#       x <- 0
#       condition <- !is.na(sub_data$SAMPLE_MESSAGE)
#       frameNo <- character(nrow(sub_data))
#       for (i in 1:nrow(sub_data)[condition]) {
#         if (condition[i]) {
#           frameNo[i] <- x+1
#           x <- x+1
#           } 
#         else {
#           frameNo[i] <- x
#           }      
#       FNO <- append(FNO, frameNo)
#     }
#   df$frame <- FNO[2:length(FNO)]
#   return(df)
#   }
# files <- lapply(1:53, function(x){paste0("df_pb", x)})
df_pb1 <- f_frame(df_pb1)
df_pb2 <- f_frame_slow(df_pb2)
df_pb3 <- f_frame(df_pb3)
df_pb4 <- f_frame_slow(df_pb4)
df_pb5 <- f_frame(df_pb5)
'''
#df_pb6 <- f_frame_slow(df_pb6)
df_pb7 <- f_frame(df_pb7)
df_pb8 <- f_frame_slow(df_pb8)
df_pb9 <- f_frame(df_pb9)
df_pb10 <- f_frame_slow(df_pb10)
df_pb11 <- f_frame(df_pb11)
df_pb12 <- f_frame_slow(df_pb12)
df_pb13 <- f_frame(df_pb13) 
df_pb14 <- f_frame_slow(df_pb14)
df_pb15 <- f_frame(df_pb15)
df_pb16 <- f_frame_slow(df_pb16)
df_pb17 <- f_frame(df_pb17)
df_pb18 <- f_frame_slow(df_pb18)
df_pb19 <- f_frame(df_pb19)
df_pb20 <- f_frame_slow(df_pb20)
df_pb21 <- f_frame(df_pb21)
df_pb22 <- f_frame_slow(df_pb22)
#df_pb23 <- f_frame(df_pb23)
df_pb24 <- f_frame_slow(df_pb24)
df_pb25 <- f_frame(df_pb25)
df_pb26 <- f_frame_slow(df_pb26)
df_pb27 <- f_frame(df_pb27)
df_pb28 <- f_frame_slow(df_pb28)
df_pb29 <- f_frame(df_pb29)
df_pb30 <- f_frame_slow(df_pb30)
df_pb31 <- f_frame(df_pb31)
df_pb32 <- f_frame_slow(df_pb32)
df_pb33 <- f_frame(df_pb33)
df_pb34 <- f_frame_slow(df_pb34)
df_pb35 <- f_frame(df_pb35)
df_pb36 <- f_frame_slow(df_pb36)
df_pb37 <- f_frame(df_pb37)
df_pb38 <- f_frame_slow(df_pb38)

Error: Incomplete expression: '''
#df_pb6 <- f_frame_slow(df_pb6)
df_pb7 <- f_frame(df_pb7)
df_pb8 <- f_frame_slow(df_pb8)
df_pb9 <- f_frame(df_pb9)
df_pb10 <- f_frame_slow(df_pb10)
df_pb11 <- f_frame(df_pb11)
df_pb12 <- f_frame_slow(df_pb12)
df_pb13 <- f_frame(df_pb13) 
df_pb14 <- f_frame_slow(df_pb14)
df_pb15 <- f_frame(df_pb15)
df_pb16 <- f_frame_slow(df_pb16)
df_pb17 <- f_frame(df_pb17)
df_pb18 <- f_frame_slow(df_pb18)
df_pb19 <- f_frame(df_pb19)
df_pb20 <- f_frame_slow(df_pb20)
df_pb21 <- f_frame(df_pb21)
df_pb22 <- f_frame_slow(df_pb22)
#df_pb23 <- f_frame(df_pb23)
df_pb24 <- f_frame_slow(df_pb24)
df_pb25 <- f_frame(df_pb25)
df_pb26 <- f_frame_slow(df_pb26)
df_pb27 <- f_frame(df_pb27)
df_pb28 <- f_frame_slow(df_pb28)
df_pb29 <- f_frame(df_pb29)
df_pb30 <- f_frame_slow(df_pb30)
df_pb31 <- f_frame(df_pb31)
df_pb32 <- f_frame_slow(df_pb32)
df_pb33 <- f_frame(df_pb33)
df_pb34 <- f_frame_slow(df_pb34)
df_pb35 <- f_frame(df_pb35)
df_pb36 <- f_frame_slow(df_pb36)
df_pb37 <- f_frame(df_

zu 2.: Sampledatei enthält Info zum Trial, zum Block und zum Probanden sowie zum Namen der Videodatei Aus dem Namen der Datei kann das Video extrahiert werden

f_video <- function(df) {
  df %>% mutate(video = case_when(grepl("20_tol2_8", df$video_file) ~ "Spot1", 
                        grepl("19_tol3_5", df$video_file) ~ "Spot2", 
                        grepl("28_tol3_6", df$video_file) ~ "Spot3",
                        grepl("27_tol2_15", df$video_file) ~ "Spot4",
                        grepl("27_tol2_9", df$video_file) ~ "Spot5",
                        grepl("29_tol1_6", df$video_file) ~ "Spot6",
                        grepl("26_tol2_12", df$video_file) ~ "Spot7",
                        grepl("14_tol2_6", df$video_file) ~ "Spot8",
                        grepl("31_tol3_7", df$video_file) ~ "GL1", 
                        grepl("22_tol2_8", df$video_file) ~ "GL2",
                        grepl("17_tol1_7", df$video_file) ~ "GL3",
                        grepl("19_tol3_2", df$video_file) ~ "GL4",
                        grepl("26_tol2_7", df$video_file) ~ "GL5",
                        grepl("06_tol1_11", df$video_file) ~ "GL6",
                        grepl("06_tol1_4", df$video_file) ~ "GL7",
                        grepl("26_tol2_8", df$video_file) ~ "GL8",
                        grepl("07_tol3_8", df$video_file) ~ "BGL1",
                        grepl("15_tol3_11", df$video_file) ~ "BGL2",
                        grepl("07_tol3_15", df$video_file) ~ "BGL3",
                        grepl("09_tol2_3", df$video_file) ~ "BGL4",
                        grepl("16_tol2_13", df$video_file) ~ "BGL5",
                        grepl("16_tol2_14", df$video_file) ~ "BGL6",
                        grepl("04_tol2_4", df$video_file) ~ "BGL7",
                        grepl("18_tol1_2", df$video_file) ~ "BGL8", 
                        grepl("21_tol3_12", df$video_file) ~ "Control1", 
                        grepl("21_tol3_11", df$video_file) ~ "Control2", 
                        grepl("07_tol3_7", df$video_file) ~ "Control3",
                        grepl("01_TOL4_15", df$video_file) ~ "Control4", 
                        grepl("13_tol3_1", df$video_file) ~ "Control5", 
                        grepl("12_tol1_5", df$video_file) ~ "Control6", 
                        grepl("12_tol1_2", df$video_file) ~ "Control7", 
                        grepl("23_tol1_10", df$video_file) ~ "Control8",TRUE ~ "m"),
                video_f = as.factor(video))
}
 
df_pb1 <- f_video(df_pb1)
df_pb2 <- f_video(df_pb2)
df_pb3 <- f_video(df_pb3)
df_pb4 <- f_video(df_pb4)
df_pb5 <- f_video(df_pb5)
'''
#df_pb6 <- f_video(df_pb6)
df_pb7 <- f_video(df_pb7)
df_pb8 <- f_video(df_pb8)
df_pb9 <- f_video(df_pb9)
df_pb10 <- f_video(df_pb10)
df_pb11 <- f_video(df_pb11)
df_pb12 <- f_video(df_pb12)
df_pb13 <- f_video(df_pb13) 
df_pb14 <- f_video(df_pb14)
df_pb15 <- f_video(df_pb15)
df_pb16 <- f_video(df_pb16)
df_pb17 <- f_video(df_pb17)
df_pb18 <- f_video(df_pb18)
df_pb19 <- f_video(df_pb19)
df_pb20 <- f_video(df_pb20)
df_pb21 <- f_video(df_pb21)
df_pb22 <- f_video(df_pb22)
#df_pb23 <- f_video(df_pb23)
df_pb24 <- f_video(df_pb24)
df_pb25 <- f_video(df_pb25)
df_pb26 <- f_video(df_pb26)
df_pb27 <- f_video(df_pb27)
df_pb28 <- f_video(df_pb28)
df_pb29 <- f_video(df_pb29)
df_pb30 <- f_video(df_pb30)
df_pb31 <- f_video(df_pb31)
df_pb32 <- f_video(df_pb32)
df_pb33 <- f_video(df_pb33)
df_pb34 <- f_video(df_pb34)
df_pb35 <- f_video(df_pb35)
df_pb36 <- f_video(df_pb36)
df_pb37 <- f_video(df_pb37)
df_pb38 <- f_video(df_pb38)
df_pb39 <- f_video(df_pb39)
df_pb40 <- f_video(df_pb40)
df_pb41 <- f_video(df_pb41)
df_pb42 <- f_video(df_pb42)
df_pb43 <- f_video(df_pb43)
df_pb44 <- f_video(df_pb44)
df_pb45 <- f_video(df_pb45)
df_pb46 <- f_video(df_pb46)
df_pb47 <- f_video(df_pb47)
df_pb48 <- f_video(df_pb48)
df_pb49 <- f_video(df_pb49)
df_pb50 <- f_video(df_pb50)
df_pb51 <- f_video(df_pb51)
df_pb52 <- f_video(df_pb52)
df_pb53 <- f_video(df_pb53)

Error: Incomplete expression: '''
#df_pb6 <- f_video(df_pb6)
df_pb7 <- f_video(df_pb7)
df_pb8 <- f_video(df_pb8)
df_pb9 <- f_video(df_pb9)
df_pb10 <- f_video(df_pb10)
df_pb11 <- f_video(df_pb11)
df_pb12 <- f_video(df_pb12)
df_pb13 <- f_video(df_pb13) 
df_pb14 <- f_video(df_pb14)
df_pb15 <- f_video(df_pb15)
df_pb16 <- f_video(df_pb16)
df_pb17 <- f_video(df_pb17)
df_pb18 <- f_video(df_pb18)
df_pb19 <- f_video(df_pb19)
df_pb20 <- f_video(df_pb20)
df_pb21 <- f_video(df_pb21)
df_pb22 <- f_video(df_pb22)
#df_pb23 <- f_video(df_pb23)
df_pb24 <- f_video(df_pb24)
df_pb25 <- f_video(df_pb25)
df_pb26 <- f_video(df_pb26)
df_pb27 <- f_video(df_pb27)
df_pb28 <- f_video(df_pb28)
df_pb29 <- f_video(df_pb29)
df_pb30 <- f_video(df_pb30)
df_pb31 <- f_video(df_pb31)
df_pb32 <- f_video(df_pb32)
df_pb33 <- f_video(df_pb33)
df_pb34 <- f_video(df_pb34)
df_pb35 <- f_video(df_pb35)
df_pb36 <- f_video(df_pb36)
df_pb37 <- f_video(df_pb37)
df_pb38 <- f_video(df_pb38)
df_pb39 <- f_video(df_pb39)
df_pb40 <- f_video

Einfügen der Fixationsposition

Fixation reports laden

fr_pb1 <- read_delim("data/fr_1.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  .default = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  IP_LABEL = col_character(),
  block = col_character(),
  video_file = col_character(),
  speed = col_character()
)
See spec(...) for full column specifications.

fr_pb2 <- read_delim("data/fr_2.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  .default = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  IP_LABEL = col_character(),
  block = col_character(),
  video_file = col_character(),
  speed = col_character()
)
See spec(...) for full column specifications.

fr_pb3 <- read_delim("data/fr_3.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  .default = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  IP_LABEL = col_character(),
  block = col_character(),
  video_file = col_character(),
  speed = col_character()
)
See spec(...) for full column specifications.

fr_pb4 <- read_delim("data/fr_4.xls","\t", escape_double = FALSE, locale = locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  .default = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  CURRENT_FIX_MSG_TIME_1 = col_character(),
  IP_LABEL = col_character(),
  block = col_character(),
  video_file = col_character(),
  speed = col_character()
)
See spec(...) for full column specifications.

fr_pb5<- read_delim("data/fr_5.xls","   ", escape_double = FALSE, locale = 
 locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Parsed with column specification:
cols(
  .default = col_double(),
  CURRENT_FIX_MSG_TEXT_1 = col_character(),
  IP_LABEL = col_character(),
  block = col_character(),
  video_file = col_character(),
  speed = col_character()
)
See spec(...) for full column specifications.
22 parsing failures.
 row                    col expected actual            file
1589 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_5.xls'
1590 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_5.xls'
1591 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_5.xls'
1592 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_5.xls'
1593 CURRENT_FIX_MSG_TIME_1 a double      . 'data/fr_5.xls'
.... ...................... ........ ...... ...............
See problems(...) for more details.

'''
#fr_pb6<- read_delim("data/fr_6.xls","  ", escape_double = FALSE, locale = 
 #locale(decimal_mark = ".", grouping_mark = "'"), trim_ws = TRUE)

Error: unexpected string constant in:
"#fr_pb6<- read_delim("data/fr_6.xls","  ", escape_double = FALSE, locale = 
 #locale(decimal_mark = ".", grouping_mark = "'"

Data Frames der Sample Report mit Fixation Report anhand des Index der Fixation zusammenführen

Daten der Sample Reports sollten vollständig erhalten bleiben vorher muss zum Sample Report eine Spalte mit dem Fixationsindex ergänzt werden (unabhängig von dem getrackten Auge)

FIX_ID_df_fast <- function(df) {
    df["CURRENT_FIX_INDEX"] <- NA
    for (t in 1:32) {
        for (ip in 1:2) {
            sub_data <- df[(df$TRIAL_INDEX==t & df$IP_INDEX==ip),]
            if (any(as.numeric(sub_data$RIGHT_PUPIL_SIZE)>0)) {
                sub_data$CURRENT_FIX_INDEX <- as.numeric(sub_data$RIGHT_FIX_INDEX)
            }
            else{
                sub_data$CURRENT_FIX_INDEX <- as.numeric(sub_data$LEFT_FIX_INDEX)
            }
            df[df$TRIAL_INDEX==t & df$IP_INDEX==ip,] <- sub_data
        }
    }
    return(df)
}
FIX_ID_df_slow <- function(df) {
    df["CURRENT_FIX_INDEX"] <- NA
    for (t in 1:32) {
        sub_data <- df[(df$TRIAL_INDEX==t),]
        if (any(as.numeric(sub_data$RIGHT_PUPIL_SIZE)>0)) {
            sub_data$CURRENT_FIX_INDEX <- as.numeric(sub_data$RIGHT_FIX_INDEX)
        }
        else{
            sub_data$CURRENT_FIX_INDEX <- as.numeric(sub_data$LEFT_FIX_INDEX)
        }
        df[df$TRIAL_INDEX==t,] <- sub_data
    }
    return(df)
}
df_pb1 <- FIX_ID_df_fast(df_pb1)

NAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercion

df_pb2 <- FIX_ID_df_slow(df_pb2)

NAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercionNAs introduced by coercion

FIX_ID_df <- function(df) {
  if (any(as.numeric(df$RIGHT_PUPIL_SIZE)>0)) {
    df$CURRENT_FIX_INDEX <- as.numeric(df$RIGHT_FIX_INDEX)
    }
  else {
    df$CURRENT_FIX_INDEX <- as.numeric(df$LEFT_FIX_INDEX)
  }
  return(df)
  }
f.merge0 <- function(df, fr) {
                df.temp <- merge(df, fr, by = c("RECORDING_SESSION_LABEL","TRIAL_INDEX","IP_INDEX","IP_LABEL","CURRENT_FIX_INDEX"),
                                 all.x = TRUE)
                index <- with(df.temp, order(TRIAL_INDEX, SAMPLE_INDEX))
                df.temp<- df.temp[index,]  
                df.temp                    
  }
df_pb1 <- FIX_ID_df(df_pb1)

NAs introduced by coercionNAs introduced by coercion

df_pb1 <- f.merge0(df_pb1, fr_pb1)

Error: cannot allocate vector of size 5.9 Mb

Zusammenführen der Dateien

müssen anschließend sortiert werden Zusammengeführt wird anhand des data frames mit den Blickdaten, sodass die Datei alle vorherigen Daten zur Blickposition enthält

f.merge <- function(df) {
                df.temp <- merge(df, df_vidco, by.x = c("video", "frame"), by.y = c("video", "frames2"), all.x = TRUE)
                index <- with(df.temp, order(TRIAL_INDEX, SAMPLE_INDEX))
                df.temp<- df.temp[index,]
                df.temp
  }
m.df_pb1 <- f.merge(df_pb1)
m.df_pb2 <- f.merge(df_pb2)
m.df_pb3 <- f.merge(df_pb3)
m.df_pb4 <- f.merge(df_pb4)
m.df_pb5 <- f.merge(df_pb5)
#m.df_pb6 <- f.merge(df_pb6)
m.df_pb7 <- f.merge(df_pb7)
m.df_pb8 <- f.merge(df_pb8)
m.df_pb9 <- f.merge(df_pb9)
m.df_pb10 <- f.merge(df_pb10)

Error: cannot allocate vector of size 5.9 Mb

Dateien neu abspeichern

save(m.df_pb1, file = "pb1.Rda")
save(m.df_pb2, file = "pb2.Rda")

save(m.df_pb3, file = "pb3.Rda")
save(m.df_pb4, file = "pb4.Rda")
save(m.df_pb5, file = "pb5.Rda")
#save(m.df_pb6, file = "pb6.Rda")
save(m.df_pb7, file = "pb7.Rda")
save(m.df_pb8, file = "pb8.Rda")
save(m.df_pb9, file = "pb9.Rda")
save(m.df_pb10, file = "pb10.Rda")

Error in save(m.df_pb10, file = "pb10.Rda") : 
  Objekt ‘m.df_pb10’ nicht gefunden

extra-Wurst für PB 23

aufräumen

um Arbeitsspeicher zu sparen, muss aufgeräumt werden -> Range der Sapplyfunction jeweils anpassen

files <- sapply(1:38, function(x){paste0("df_pb", x)})
rm(list = files)

m.files <- sapply(17:38, function(x){paste0("m.df_pb", x)})
rm(list = m.files)
gc()